Gemma 4 Social Spain Demo

This demo shows a production-oriented runtime wrapper for local-first social assistance: privacy filtering, risk triage, dated-source discipline, deterministic validators, and safe escalation.

Research demo only. Not legal, medical, or professional social-work advice. The public Space does not load private GGUF weights; it demonstrates the safety wrapper around the model architecture.
Use case
Urgency
Response language
Model mode

Model artifact: apol/gemma4-e2b-social-spain-v12-q4-k-m-gguf-public
LoRA adapter: apol/gemma4-e2b-social-spain-v12-recovery-lora-public
GGUF: gemma4-e2b-social-v12-Q4_K_M.gguf
MTP assistant: google/gemma-4-E2B-it-assistant
Backend: deterministic wrapper by default; optional GGUF or Transformers+MTP inference when enabled locally.

Useful demonstrations

  • unsafe document collection and privacy minimization;
  • trafficking/exploitation signs without alerting the exploiter;
  • minors, homelessness, medical urgency, and gender violence escalation;
  • asylum/admin requests where exact facts require dated sources;
  • redacted handoff for a qualified person.
Examples